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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Ggml org Llama cpp Interactive Chat
Principles
- Principle:Ggml org Llama cpp Constrained Decoding
- Principle:Haosulab ManiSkill Real Robot Deployment
- Principle:Openclaw Openclaw Agent Creation
- Principle:Huggingface Diffusers Scheduler Selection
- Principle:Tensorflow Tfjs Transformer Backbone Construction
- Principle:Kubeflow Pipelines Model Evaluation Metrics
- Principle:Ollama Ollama Model Architecture Support
- Principle:Langchain ai Langgraph Async Store Operations
- Principle:Duckdb Duckdb Extension Loading Verification
- Principle:Scikit learn Scikit learn Feature Selection
Implementations
- Implementation:Nightwatchjs Nightwatch Custom Assertion Interface
- Implementation:DevExpress Testcafe LiveModeRunner
- Implementation:Infiniflow Ragflow MCPToolCallSession
- Implementation:Treeverse LakeFS SetGCRules
- Implementation:Microsoft Onnxruntime InferenceSession Get Inputs
- Implementation:DevExpress Testcafe ESNextCompiler
- Implementation:Explodinggradients Ragas NVMetrics Module
- Implementation:ArroyoSystems Arroyo Threaded Udf
- Implementation:Lakeraai Pint benchmark Eval Function Callback
- Implementation:TobikoData Sqlmesh ColumnLevelLineageContext
Heuristics
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
Environments
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Alibaba MNN CPU Build Environment
- Environment:NVIDIA DALI PyTorch Environment